Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 4119 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.0 MiB |
| Average record size in memory | 770.5 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
cons.conf.idx is highly overall correlated with month | High correlation |
cons.price.idx is highly overall correlated with contact and 2 other fields | High correlation |
contact is highly overall correlated with cons.price.idx and 1 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
housing is highly overall correlated with loan | High correlation |
loan is highly overall correlated with housing | High correlation |
month is highly overall correlated with cons.conf.idx and 5 other fields | High correlation |
nr.employed is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
pdays is highly overall correlated with poutcome and 1 other fields | High correlation |
poutcome is highly overall correlated with pdays and 1 other fields | High correlation |
previous is highly overall correlated with pdays and 1 other fields | High correlation |
default is highly imbalanced (54.9%) | Imbalance |
poutcome is highly imbalanced (55.1%) | Imbalance |
y is highly imbalanced (50.2%) | Imbalance |
previous has 3523 (85.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-08 17:51:14.509232 |
|---|---|
| Analysis finished | 2025-04-08 17:51:53.086517 |
| Duration | 38.58 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 67 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.11362 |
| Minimum | 18 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 88 |
| Range | 70 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.313362 |
|---|---|
| Coefficient of variation (CV) | 0.25710374 |
| Kurtosis | 0.43812976 |
| Mean | 40.11362 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.71569398 |
| Sum | 165228 |
| Variance | 106.36543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32 | 216 | 5.2% |
| 31 | 191 | 4.6% |
| 30 | 177 | 4.3% |
| 34 | 174 | 4.2% |
| 35 | 172 | 4.2% |
| 33 | 170 | 4.1% |
| 36 | 168 | 4.1% |
| 38 | 150 | 3.6% |
| 41 | 147 | 3.6% |
| 29 | 139 | 3.4% |
| Other values (57) | 2415 |
| Value | Count | Frequency (%) |
| 18 | 3 | 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 4 | 0.1% |
| 21 | 7 | 0.2% |
| 22 | 10 | 0.2% |
| 23 | 16 | 0.4% |
| 24 | 57 | |
| 25 | 57 | |
| 26 | 62 | |
| 27 | 87 |
| Value | Count | Frequency (%) |
| 88 | 1 | < 0.1% |
| 86 | 2 | |
| 85 | 1 | < 0.1% |
| 82 | 2 | |
| 81 | 3 | |
| 80 | 4 | |
| 78 | 3 | |
| 77 | 2 | |
| 76 | 4 | |
| 75 | 2 |
job
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 265.6 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9929595 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | blue-collar |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | services |
| 5th row | admin. |
Common Values
| Value | Count | Frequency (%) |
| admin. | 1012 | |
| blue-collar | 884 | |
| technician | 691 | |
| services | 393 | 9.5% |
| management | 324 | 7.9% |
| retired | 166 | 4.0% |
| self-employed | 159 | 3.9% |
| entrepreneur | 148 | 3.6% |
| unemployed | 111 | 2.7% |
| housemaid | 110 | 2.7% |
| Other values (2) | 121 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 1012 | |
| blue-collar | 884 | |
| technician | 691 | |
| services | 393 | 9.5% |
| management | 324 | 7.9% |
| retired | 166 | 4.0% |
| self-employed | 159 | 3.9% |
| entrepreneur | 148 | 3.6% |
| unemployed | 111 | 2.7% |
| housemaid | 110 | 2.7% |
| Other values (2) | 121 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4824 | |
| n | 3648 | 9.8% |
| a | 3345 | 9.0% |
| l | 3081 | 8.3% |
| i | 3063 | 8.3% |
| c | 2659 | 7.2% |
| r | 2053 | 5.5% |
| m | 2040 | 5.5% |
| d | 1640 | 4.4% |
| t | 1493 | 4.0% |
| Other values (14) | 9196 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 37042 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 4824 | |
| n | 3648 | 9.8% |
| a | 3345 | 9.0% |
| l | 3081 | 8.3% |
| i | 3063 | 8.3% |
| c | 2659 | 7.2% |
| r | 2053 | 5.5% |
| m | 2040 | 5.5% |
| d | 1640 | 4.4% |
| t | 1493 | 4.0% |
| Other values (14) | 9196 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 37042 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 4824 | |
| n | 3648 | 9.8% |
| a | 3345 | 9.0% |
| l | 3081 | 8.3% |
| i | 3063 | 8.3% |
| c | 2659 | 7.2% |
| r | 2053 | 5.5% |
| m | 2040 | 5.5% |
| d | 1640 | 4.4% |
| t | 1493 | 4.0% |
| Other values (14) | 9196 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 37042 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 4824 | |
| n | 3648 | 9.8% |
| a | 3345 | 9.0% |
| l | 3081 | 8.3% |
| i | 3063 | 8.3% |
| c | 2659 | 7.2% |
| r | 2053 | 5.5% |
| m | 2040 | 5.5% |
| d | 1640 | 4.4% |
| t | 1493 | 4.0% |
| Other values (14) | 9196 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 256.9 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 11 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8283564 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | single |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 2509 | |
| single | 1153 | |
| divorced | 446 | 10.8% |
| unknown | 11 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 2509 | |
| single | 1153 | |
| divorced | 446 | 10.8% |
| unknown | 11 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 5464 | |
| i | 4108 | |
| e | 4108 | |
| d | 3401 | |
| m | 2509 | |
| a | 2509 | |
| n | 1186 | 4.2% |
| s | 1153 | 4.1% |
| g | 1153 | 4.1% |
| l | 1153 | 4.1% |
| Other values (6) | 1382 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 28126 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 5464 | |
| i | 4108 | |
| e | 4108 | |
| d | 3401 | |
| m | 2509 | |
| a | 2509 | |
| n | 1186 | 4.2% |
| s | 1153 | 4.1% |
| g | 1153 | 4.1% |
| l | 1153 | 4.1% |
| Other values (6) | 1382 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 28126 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 5464 | |
| i | 4108 | |
| e | 4108 | |
| d | 3401 | |
| m | 2509 | |
| a | 2509 | |
| n | 1186 | 4.2% |
| s | 1153 | 4.1% |
| g | 1153 | 4.1% |
| l | 1153 | 4.1% |
| Other values (6) | 1382 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 28126 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 5464 | |
| i | 4108 | |
| e | 4108 | |
| d | 3401 | |
| m | 2509 | |
| a | 2509 | |
| n | 1186 | 4.2% |
| s | 1153 | 4.1% |
| g | 1153 | 4.1% |
| l | 1153 | 4.1% |
| Other values (6) | 1382 | 4.9% |
education
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 281.0 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.821316 |
| Min length | 7 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | basic.9y |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | basic.9y |
| 5th row | university.degree |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 1264 | |
| high.school | 921 | |
| basic.9y | 574 | |
| professional.course | 535 | |
| basic.4y | 429 | 10.4% |
| basic.6y | 228 | 5.5% |
| unknown | 167 | 4.1% |
| illiterate | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 1264 | |
| high.school | 921 | |
| basic.9y | 574 | |
| professional.course | 535 | |
| basic.4y | 429 | 10.4% |
| basic.6y | 228 | 5.5% |
| unknown | 167 | 4.1% |
| illiterate | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6128 | |
| i | 5217 | 9.9% |
| s | 5021 | 9.5% |
| . | 3951 | 7.5% |
| o | 3614 | 6.8% |
| r | 3599 | 6.8% |
| h | 2763 | 5.2% |
| c | 2687 | 5.1% |
| y | 2495 | 4.7% |
| n | 2300 | 4.4% |
| Other values (15) | 15036 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 52811 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 6128 | |
| i | 5217 | 9.9% |
| s | 5021 | 9.5% |
| . | 3951 | 7.5% |
| o | 3614 | 6.8% |
| r | 3599 | 6.8% |
| h | 2763 | 5.2% |
| c | 2687 | 5.1% |
| y | 2495 | 4.7% |
| n | 2300 | 4.4% |
| Other values (15) | 15036 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 52811 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 6128 | |
| i | 5217 | 9.9% |
| s | 5021 | 9.5% |
| . | 3951 | 7.5% |
| o | 3614 | 6.8% |
| r | 3599 | 6.8% |
| h | 2763 | 5.2% |
| c | 2687 | 5.1% |
| y | 2495 | 4.7% |
| n | 2300 | 4.4% |
| Other values (15) | 15036 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 52811 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 6128 | |
| i | 5217 | 9.9% |
| s | 5021 | 9.5% |
| . | 3951 | 7.5% |
| o | 3614 | 6.8% |
| r | 3599 | 6.8% |
| h | 2763 | 5.2% |
| c | 2687 | 5.1% |
| y | 2495 | 4.7% |
| n | 2300 | 4.4% |
| Other values (15) | 15036 |
default
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 241.4 KiB |
| no | |
|---|---|
| unknown | |
| yes | 1 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.9749939 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 3315 | |
| unknown | 803 | 19.5% |
| yes | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 3315 | |
| unknown | 803 | 19.5% |
| yes | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 5724 | |
| o | 4118 | |
| u | 803 | 6.6% |
| k | 803 | 6.6% |
| w | 803 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12254 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 5724 | |
| o | 4118 | |
| u | 803 | 6.6% |
| k | 803 | 6.6% |
| w | 803 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12254 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 5724 | |
| o | 4118 | |
| u | 803 | 6.6% |
| k | 803 | 6.6% |
| w | 803 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12254 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 5724 | |
| o | 4118 | |
| u | 803 | 6.6% |
| k | 803 | 6.6% |
| w | 803 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
housing
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 240.1 KiB |
| yes | |
|---|---|
| no | |
| unknown | 105 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6554989 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | unknown |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 2175 | |
| no | 1839 | |
| unknown | 105 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 2175 | |
| no | 1839 | |
| unknown | 105 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| y | 2175 | |
| e | 2175 | |
| s | 2175 | |
| n | 2154 | |
| o | 1944 | |
| u | 105 | 1.0% |
| k | 105 | 1.0% |
| w | 105 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10938 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| y | 2175 | |
| e | 2175 | |
| s | 2175 | |
| n | 2154 | |
| o | 1944 | |
| u | 105 | 1.0% |
| k | 105 | 1.0% |
| w | 105 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10938 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| y | 2175 | |
| e | 2175 | |
| s | 2175 | |
| n | 2154 | |
| o | 1944 | |
| u | 105 | 1.0% |
| k | 105 | 1.0% |
| w | 105 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10938 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| y | 2175 | |
| e | 2175 | |
| s | 2175 | |
| n | 2154 | |
| o | 1944 | |
| u | 105 | 1.0% |
| k | 105 | 1.0% |
| w | 105 | 1.0% |
loan
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 238.6 KiB |
| no | |
|---|---|
| yes | |
| unknown | 105 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2889051 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | unknown |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 3349 | |
| yes | 665 | 16.1% |
| unknown | 105 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 3349 | |
| yes | 665 | 16.1% |
| unknown | 105 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 3664 | |
| o | 3454 | |
| y | 665 | 7.1% |
| e | 665 | 7.1% |
| s | 665 | 7.1% |
| u | 105 | 1.1% |
| k | 105 | 1.1% |
| w | 105 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9428 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 3664 | |
| o | 3454 | |
| y | 665 | 7.1% |
| e | 665 | 7.1% |
| s | 665 | 7.1% |
| u | 105 | 1.1% |
| k | 105 | 1.1% |
| w | 105 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9428 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 3664 | |
| o | 3454 | |
| y | 665 | 7.1% |
| e | 665 | 7.1% |
| s | 665 | 7.1% |
| u | 105 | 1.1% |
| k | 105 | 1.1% |
| w | 105 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9428 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 3664 | |
| o | 3454 | |
| y | 665 | 7.1% |
| e | 665 | 7.1% |
| s | 665 | 7.1% |
| u | 105 | 1.1% |
| k | 105 | 1.1% |
| w | 105 | 1.1% |
contact
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 263.0 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3561544 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | cellular |
Common Values
| Value | Count | Frequency (%) |
| cellular | 2652 | |
| telephone | 1467 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 2652 | |
| telephone | 1467 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 9423 | |
| e | 7053 | |
| c | 2652 | 7.7% |
| u | 2652 | 7.7% |
| a | 2652 | 7.7% |
| r | 2652 | 7.7% |
| t | 1467 | 4.3% |
| p | 1467 | 4.3% |
| h | 1467 | 4.3% |
| o | 1467 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 34419 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 9423 | |
| e | 7053 | |
| c | 2652 | 7.7% |
| u | 2652 | 7.7% |
| a | 2652 | 7.7% |
| r | 2652 | 7.7% |
| t | 1467 | 4.3% |
| p | 1467 | 4.3% |
| h | 1467 | 4.3% |
| o | 1467 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 34419 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 9423 | |
| e | 7053 | |
| c | 2652 | 7.7% |
| u | 2652 | 7.7% |
| a | 2652 | 7.7% |
| r | 2652 | 7.7% |
| t | 1467 | 4.3% |
| p | 1467 | 4.3% |
| h | 1467 | 4.3% |
| o | 1467 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 34419 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 9423 | |
| e | 7053 | |
| c | 2652 | 7.7% |
| u | 2652 | 7.7% |
| a | 2652 | 7.7% |
| r | 2652 | 7.7% |
| t | 1467 | 4.3% |
| p | 1467 | 4.3% |
| h | 1467 | 4.3% |
| o | 1467 | 4.3% |
month
Categorical
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 241.5 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | jun |
| 4th row | jun |
| 5th row | nov |
Common Values
| Value | Count | Frequency (%) |
| may | 1378 | |
| jul | 711 | |
| aug | 636 | |
| jun | 530 | 12.9% |
| nov | 446 | 10.8% |
| apr | 215 | 5.2% |
| oct | 69 | 1.7% |
| sep | 64 | 1.6% |
| mar | 48 | 1.2% |
| dec | 22 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 1378 | |
| jul | 711 | |
| aug | 636 | |
| jun | 530 | 12.9% |
| nov | 446 | 10.8% |
| apr | 215 | 5.2% |
| oct | 69 | 1.7% |
| sep | 64 | 1.6% |
| mar | 48 | 1.2% |
| dec | 22 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2277 | |
| u | 1877 | |
| m | 1426 | |
| y | 1378 | |
| j | 1241 | |
| n | 976 | |
| l | 711 | 5.8% |
| g | 636 | 5.1% |
| o | 515 | 4.2% |
| v | 446 | 3.6% |
| Other values (7) | 874 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12357 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2277 | |
| u | 1877 | |
| m | 1426 | |
| y | 1378 | |
| j | 1241 | |
| n | 976 | |
| l | 711 | 5.8% |
| g | 636 | 5.1% |
| o | 515 | 4.2% |
| v | 446 | 3.6% |
| Other values (7) | 874 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12357 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2277 | |
| u | 1877 | |
| m | 1426 | |
| y | 1378 | |
| j | 1241 | |
| n | 976 | |
| l | 711 | 5.8% |
| g | 636 | 5.1% |
| o | 515 | 4.2% |
| v | 446 | 3.6% |
| Other values (7) | 874 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12357 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2277 | |
| u | 1877 | |
| m | 1426 | |
| y | 1378 | |
| j | 1241 | |
| n | 976 | |
| l | 711 | 5.8% |
| g | 636 | 5.1% |
| o | 515 | 4.2% |
| v | 446 | 3.6% |
| Other values (7) | 874 | 7.1% |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 241.5 KiB |
| thu | |
|---|---|
| mon | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | fri |
|---|---|
| 2nd row | fri |
| 3rd row | wed |
| 4th row | fri |
| 5th row | mon |
Common Values
| Value | Count | Frequency (%) |
| thu | 860 | |
| mon | 855 | |
| tue | 841 | |
| wed | 795 | |
| fri | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 860 | |
| mon | 855 | |
| tue | 841 | |
| wed | 795 | |
| fri | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1701 | |
| u | 1701 | |
| e | 1636 | |
| h | 860 | |
| m | 855 | |
| o | 855 | |
| n | 855 | |
| w | 795 | |
| d | 795 | |
| f | 768 | |
| Other values (2) | 1536 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12357 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 1701 | |
| u | 1701 | |
| e | 1636 | |
| h | 860 | |
| m | 855 | |
| o | 855 | |
| n | 855 | |
| w | 795 | |
| d | 795 | |
| f | 768 | |
| Other values (2) | 1536 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12357 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 1701 | |
| u | 1701 | |
| e | 1636 | |
| h | 860 | |
| m | 855 | |
| o | 855 | |
| n | 855 | |
| w | 795 | |
| d | 795 | |
| f | 768 | |
| Other values (2) | 1536 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12357 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 1701 | |
| u | 1701 | |
| e | 1636 | |
| h | 860 | |
| m | 855 | |
| o | 855 | |
| n | 855 | |
| w | 795 | |
| d | 795 | |
| f | 768 | |
| Other values (2) | 1536 |
duration
Real number (ℝ)
| Distinct | 828 |
|---|---|
| Distinct (%) | 20.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 256.78806 |
| Minimum | 0 |
|---|---|
| Maximum | 3643 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 103 |
| median | 181 |
| Q3 | 317 |
| 95-th percentile | 740.2 |
| Maximum | 3643 |
| Range | 3643 |
| Interquartile range (IQR) | 214 |
Descriptive statistics
| Standard deviation | 254.70374 |
|---|---|
| Coefficient of variation (CV) | 0.99188311 |
| Kurtosis | 20.761929 |
| Mean | 256.78806 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | 3.2947813 |
| Sum | 1057710 |
| Variance | 64873.993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 77 | 24 | 0.6% |
| 112 | 23 | 0.6% |
| 73 | 22 | 0.5% |
| 81 | 21 | 0.5% |
| 122 | 20 | 0.5% |
| 113 | 20 | 0.5% |
| 90 | 20 | 0.5% |
| 145 | 20 | 0.5% |
| 83 | 20 | 0.5% |
| 114 | 19 | 0.5% |
| Other values (818) | 3910 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 4 | 0.1% |
| 6 | 5 | |
| 7 | 4 | 0.1% |
| 8 | 6 | |
| 9 | 9 | |
| 10 | 10 | |
| 11 | 8 | |
| 12 | 6 |
| Value | Count | Frequency (%) |
| 3643 | 1 | |
| 3253 | 1 | |
| 2653 | 1 | |
| 2301 | 1 | |
| 1980 | 1 | |
| 1868 | 1 | |
| 1855 | 2 | |
| 1820 | 1 | |
| 1806 | 1 | |
| 1720 | 1 |
campaign
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5372663 |
| Minimum | 1 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 35 |
| Range | 34 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.5681592 |
|---|---|
| Coefficient of variation (CV) | 1.0121757 |
| Kurtosis | 25.28452 |
| Mean | 2.5372663 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.003185 |
| Sum | 10451 |
| Variance | 6.5954419 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 1 | 1764 | |
| 2 | 1039 | |
| 3 | 549 | 13.3% |
| 4 | 291 | 7.1% |
| 5 | 142 | 3.4% |
| 6 | 99 | 2.4% |
| 7 | 60 | 1.5% |
| 8 | 36 | 0.9% |
| 9 | 32 | 0.8% |
| 10 | 20 | 0.5% |
| Other values (15) | 87 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 1764 | |
| 2 | 1039 | |
| 3 | 549 | 13.3% |
| 4 | 291 | 7.1% |
| 5 | 142 | 3.4% |
| 6 | 99 | 2.4% |
| 7 | 60 | 1.5% |
| 8 | 36 | 0.9% |
| 9 | 32 | 0.8% |
| 10 | 20 | 0.5% |
| Value | Count | Frequency (%) |
| 35 | 1 | < 0.1% |
| 29 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 22 | 2 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 14 | |
| 16 | 7 |
pdays
Real number (ℝ)
High correlation
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 960.42219 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 191.92279 |
|---|---|
| Coefficient of variation (CV) | 0.19983169 |
| Kurtosis | 20.812484 |
| Mean | 960.42219 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.7751392 |
| Sum | 3955979 |
| Variance | 36834.356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 999 | 3959 | |
| 3 | 52 | 1.3% |
| 6 | 42 | 1.0% |
| 4 | 14 | 0.3% |
| 7 | 10 | 0.2% |
| 10 | 8 | 0.2% |
| 12 | 5 | 0.1% |
| 5 | 4 | 0.1% |
| 2 | 4 | 0.1% |
| 1 | 3 | 0.1% |
| Other values (11) | 18 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 3 | 0.1% |
| 2 | 4 | 0.1% |
| 3 | 52 | |
| 4 | 14 | 0.3% |
| 5 | 4 | 0.1% |
| 6 | 42 | |
| 7 | 10 | 0.2% |
| 9 | 3 | 0.1% |
| 10 | 8 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 3959 | |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 12 | 5 | 0.1% |
previous
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19033746 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 3523 |
| Zeros (%) | 85.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.54178832 |
|---|---|
| Coefficient of variation (CV) | 2.8464619 |
| Kurtosis | 22.120323 |
| Mean | 0.19033746 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0229788 |
| Sum | 784 |
| Variance | 0.29353459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 3523 | |
| 1 | 475 | 11.5% |
| 2 | 78 | 1.9% |
| 3 | 25 | 0.6% |
| 4 | 14 | 0.3% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3523 | |
| 1 | 475 | 11.5% |
| 2 | 78 | 1.9% |
| 3 | 25 | 0.6% |
| 4 | 14 | 0.3% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 14 | 0.3% |
| 3 | 25 | 0.6% |
| 2 | 78 | 1.9% |
| 1 | 475 | 11.5% |
| 0 | 3523 |
poutcome
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 271.3 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 142 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.421219 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 3523 | |
| failure | 454 | 11.0% |
| success | 142 | 3.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 3523 | |
| failure | 454 | 11.0% |
| success | 142 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 10569 | |
| e | 7642 | |
| t | 7046 | |
| i | 3977 | 9.3% |
| s | 3949 | 9.2% |
| o | 3523 | 8.2% |
| x | 3523 | 8.2% |
| u | 596 | 1.4% |
| f | 454 | 1.1% |
| a | 454 | 1.1% |
| Other values (3) | 1192 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42925 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 10569 | |
| e | 7642 | |
| t | 7046 | |
| i | 3977 | 9.3% |
| s | 3949 | 9.2% |
| o | 3523 | 8.2% |
| x | 3523 | 8.2% |
| u | 596 | 1.4% |
| f | 454 | 1.1% |
| a | 454 | 1.1% |
| Other values (3) | 1192 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42925 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 10569 | |
| e | 7642 | |
| t | 7046 | |
| i | 3977 | 9.3% |
| s | 3949 | 9.2% |
| o | 3523 | 8.2% |
| x | 3523 | 8.2% |
| u | 596 | 1.4% |
| f | 454 | 1.1% |
| a | 454 | 1.1% |
| Other values (3) | 1192 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42925 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 10569 | |
| e | 7642 | |
| t | 7046 | |
| i | 3977 | 9.3% |
| s | 3949 | 9.2% |
| o | 3523 | 8.2% |
| x | 3523 | 8.2% |
| u | 596 | 1.4% |
| f | 454 | 1.1% |
| a | 454 | 1.1% |
| Other values (3) | 1192 | 2.8% |
emp.var.rate
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.084972081 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1735 |
| Negative (%) | 42.1% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5631145 |
|---|---|
| Coefficient of variation (CV) | 18.395624 |
| Kurtosis | -1.0417839 |
| Mean | 0.084972081 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.72768788 |
| Sum | 350 |
| Variance | 2.4433268 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 1626 | |
| -1.8 | 883 | |
| 1.1 | 758 | |
| -0.1 | 392 | 9.5% |
| -2.9 | 164 | 4.0% |
| -3.4 | 104 | 2.5% |
| -1.7 | 87 | 2.1% |
| -1.1 | 83 | 2.0% |
| -3 | 21 | 0.5% |
| -0.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 104 | 2.5% |
| -3 | 21 | 0.5% |
| -2.9 | 164 | 4.0% |
| -1.8 | 883 | |
| -1.7 | 87 | 2.1% |
| -1.1 | 83 | 2.0% |
| -0.2 | 1 | < 0.1% |
| -0.1 | 392 | 9.5% |
| 1.1 | 758 | |
| 1.4 | 1626 |
| Value | Count | Frequency (%) |
| 1.4 | 1626 | |
| 1.1 | 758 | |
| -0.1 | 392 | 9.5% |
| -0.2 | 1 | < 0.1% |
| -1.1 | 83 | 2.0% |
| -1.7 | 87 | 2.1% |
| -1.8 | 883 | |
| -2.9 | 164 | 4.0% |
| -3 | 21 | 0.5% |
| -3.4 | 104 | 2.5% |
cons.price.idx
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.579704 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.5793488 |
|---|---|
| Coefficient of variation (CV) | 0.0061909664 |
| Kurtosis | -0.82335789 |
| Mean | 93.579704 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.21664142 |
| Sum | 385454.8 |
| Variance | 0.33564504 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 758 | |
| 93.918 | 667 | |
| 92.893 | 597 | |
| 93.444 | 528 | |
| 94.465 | 431 | |
| 93.2 | 386 | |
| 93.075 | 201 | 4.9% |
| 92.963 | 75 | 1.8% |
| 92.201 | 75 | 1.8% |
| 92.431 | 43 | 1.0% |
| Other values (16) | 358 |
| Value | Count | Frequency (%) |
| 92.201 | 75 | 1.8% |
| 92.379 | 25 | 0.6% |
| 92.431 | 43 | 1.0% |
| 92.469 | 14 | 0.3% |
| 92.649 | 36 | 0.9% |
| 92.713 | 21 | 0.5% |
| 92.756 | 1 | < 0.1% |
| 92.843 | 25 | 0.6% |
| 92.893 | 597 | |
| 92.963 | 75 | 1.8% |
| Value | Count | Frequency (%) |
| 94.767 | 24 | 0.6% |
| 94.601 | 20 | 0.5% |
| 94.465 | 431 | |
| 94.215 | 30 | 0.7% |
| 94.199 | 39 | 0.9% |
| 94.055 | 24 | 0.6% |
| 94.027 | 33 | 0.8% |
| 93.994 | 758 | |
| 93.918 | 667 | |
| 93.876 | 23 | 0.6% |
cons.conf.idx
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.499102 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4119 |
| Negative (%) | 100.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.5945775 |
|---|---|
| Coefficient of variation (CV) | -0.11344887 |
| Kurtosis | -0.314303 |
| Mean | -40.499102 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.28730908 |
| Sum | -166815.8 |
| Variance | 21.110142 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 758 | |
| -42.7 | 667 | |
| -46.2 | 597 | |
| -36.1 | 528 | |
| -41.8 | 431 | |
| -42 | 386 | |
| -47.1 | 201 | 4.9% |
| -40.8 | 75 | 1.8% |
| -31.4 | 75 | 1.8% |
| -26.9 | 43 | 1.0% |
| Other values (16) | 358 |
| Value | Count | Frequency (%) |
| -50.8 | 24 | 0.6% |
| -50 | 25 | 0.6% |
| -49.5 | 20 | 0.5% |
| -47.1 | 201 | 4.9% |
| -46.2 | 597 | |
| -45.9 | 1 | < 0.1% |
| -42.7 | 667 | |
| -42 | 386 | |
| -41.8 | 431 | |
| -40.8 | 75 | 1.8% |
| Value | Count | Frequency (%) |
| -26.9 | 43 | 1.0% |
| -29.8 | 25 | 0.6% |
| -30.1 | 36 | 0.9% |
| -31.4 | 75 | 1.8% |
| -33 | 21 | 0.5% |
| -33.6 | 14 | 0.3% |
| -34.6 | 14 | 0.3% |
| -34.8 | 23 | 0.6% |
| -36.1 | 528 | |
| -36.4 | 758 |
euribor3m
Real number (ℝ)
High correlation
| Distinct | 234 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6213557 |
| Minimum | 0.635 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 0.635 |
|---|---|
| 5-th percentile | 0.8084 |
| Q1 | 1.334 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.41 |
| Interquartile range (IQR) | 3.627 |
Descriptive statistics
| Standard deviation | 1.7335912 |
|---|---|
| Coefficient of variation (CV) | 0.47871333 |
| Kurtosis | -1.3963663 |
| Mean | 3.6213557 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.71507987 |
| Sum | 14916.364 |
| Variance | 3.0053385 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 274 | 6.7% |
| 4.963 | 256 | 6.2% |
| 4.962 | 237 | 5.8% |
| 4.961 | 212 | 5.1% |
| 4.856 | 138 | 3.4% |
| 4.965 | 114 | 2.8% |
| 4.964 | 110 | 2.7% |
| 1.405 | 106 | 2.6% |
| 4.96 | 105 | 2.5% |
| 4.968 | 101 | 2.5% |
| Other values (224) | 2466 |
| Value | Count | Frequency (%) |
| 0.635 | 3 | |
| 0.636 | 1 | < 0.1% |
| 0.637 | 1 | < 0.1% |
| 0.639 | 2 | < 0.1% |
| 0.64 | 1 | < 0.1% |
| 0.642 | 1 | < 0.1% |
| 0.643 | 2 | < 0.1% |
| 0.644 | 5 | |
| 0.645 | 2 | < 0.1% |
| 0.646 | 4 |
| Value | Count | Frequency (%) |
| 5.045 | 1 | < 0.1% |
| 4.97 | 21 | 0.5% |
| 4.968 | 101 | 2.5% |
| 4.967 | 62 | 1.5% |
| 4.966 | 72 | 1.7% |
| 4.965 | 114 | |
| 4.964 | 110 | |
| 4.963 | 256 | |
| 4.962 | 237 | |
| 4.961 | 212 |
nr.employed
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5166.4817 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.3 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5008.7 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 73.667904 |
|---|---|
| Coefficient of variation (CV) | 0.014258814 |
| Kurtosis | 0.061724198 |
| Mean | 5166.4817 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0758769 |
| Sum | 21280738 |
| Variance | 5426.96 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 1626 | |
| 5099.1 | 823 | |
| 5191 | 758 | |
| 5195.8 | 392 | 9.5% |
| 5076.2 | 164 | 4.0% |
| 5017.5 | 104 | 2.5% |
| 4991.6 | 87 | 2.1% |
| 4963.6 | 83 | 2.0% |
| 5008.7 | 60 | 1.5% |
| 5023.5 | 21 | 0.5% |
| Value | Count | Frequency (%) |
| 4963.6 | 83 | 2.0% |
| 4991.6 | 87 | 2.1% |
| 5008.7 | 60 | 1.5% |
| 5017.5 | 104 | 2.5% |
| 5023.5 | 21 | 0.5% |
| 5076.2 | 164 | 4.0% |
| 5099.1 | 823 | |
| 5176.3 | 1 | < 0.1% |
| 5191 | 758 | |
| 5195.8 | 392 |
| Value | Count | Frequency (%) |
| 5228.1 | 1626 | |
| 5195.8 | 392 | 9.5% |
| 5191 | 758 | |
| 5176.3 | 1 | < 0.1% |
| 5099.1 | 823 | |
| 5076.2 | 164 | 4.0% |
| 5023.5 | 21 | 0.5% |
| 5017.5 | 104 | 2.5% |
| 5008.7 | 60 | 1.5% |
| 4991.6 | 87 | 2.1% |
| Value | Count | Frequency (%) |
| False | 3668 | |
| True | 451 | 10.9% |
Interactions
Correlations
| age | campaign | cons.conf.idx | cons.price.idx | contact | day_of_week | default | duration | education | emp.var.rate | euribor3m | housing | job | loan | marital | month | nr.employed | pdays | poutcome | previous | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.008 | 0.086 | 0.027 | 0.088 | 0.036 | 0.133 | 0.028 | 0.116 | 0.013 | 0.027 | 0.000 | 0.230 | 0.000 | 0.262 | 0.104 | 0.010 | -0.014 | 0.096 | 0.007 | 0.163 |
| campaign | -0.008 | 1.000 | 0.014 | 0.122 | 0.083 | 0.000 | 0.000 | -0.098 | 0.000 | 0.173 | 0.158 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.154 | 0.060 | 0.038 | -0.098 | 0.068 |
| cons.conf.idx | 0.086 | 0.014 | 1.000 | 0.235 | 0.406 | 0.047 | 0.118 | -0.029 | 0.073 | 0.228 | 0.244 | 0.022 | 0.104 | 0.000 | 0.054 | 0.603 | 0.135 | -0.084 | 0.379 | -0.115 | 0.387 |
| cons.price.idx | 0.027 | 0.122 | 0.235 | 1.000 | 0.675 | 0.059 | 0.145 | 0.011 | 0.099 | 0.650 | 0.466 | 0.064 | 0.127 | 0.000 | 0.049 | 0.677 | 0.430 | 0.035 | 0.390 | -0.264 | 0.326 |
| contact | 0.088 | 0.083 | 0.406 | 0.675 | 1.000 | 0.060 | 0.150 | 0.031 | 0.143 | 0.458 | 0.463 | 0.072 | 0.120 | 0.000 | 0.083 | 0.601 | 0.484 | 0.118 | 0.250 | 0.249 | 0.136 |
| day_of_week | 0.036 | 0.000 | 0.047 | 0.059 | 0.060 | 1.000 | 0.017 | 0.000 | 0.033 | 0.036 | 0.146 | 0.000 | 0.022 | 0.000 | 0.009 | 0.074 | 0.033 | 0.003 | 0.000 | 0.000 | 0.000 |
| default | 0.133 | 0.000 | 0.118 | 0.145 | 0.150 | 0.017 | 1.000 | 0.000 | 0.168 | 0.148 | 0.150 | 0.000 | 0.157 | 0.000 | 0.091 | 0.109 | 0.123 | 0.087 | 0.077 | 0.066 | 0.073 |
| duration | 0.028 | -0.098 | -0.029 | 0.011 | 0.031 | 0.000 | 0.000 | 1.000 | 0.000 | -0.069 | -0.085 | 0.000 | 0.000 | 0.000 | 0.013 | 0.042 | -0.095 | -0.080 | 0.000 | 0.057 | 0.408 |
| education | 0.116 | 0.000 | 0.073 | 0.099 | 0.143 | 0.033 | 0.168 | 0.000 | 1.000 | 0.072 | 0.065 | 0.043 | 0.352 | 0.031 | 0.099 | 0.086 | 0.074 | 0.055 | 0.033 | 0.018 | 0.061 |
| emp.var.rate | 0.013 | 0.173 | 0.228 | 0.650 | 0.458 | 0.036 | 0.148 | -0.069 | 0.072 | 1.000 | 0.939 | 0.037 | 0.123 | 0.000 | 0.051 | 0.655 | 0.940 | 0.228 | 0.380 | -0.445 | 0.328 |
| euribor3m | 0.027 | 0.158 | 0.244 | 0.466 | 0.463 | 0.146 | 0.150 | -0.085 | 0.065 | 0.939 | 1.000 | 0.040 | 0.133 | 0.000 | 0.062 | 0.589 | 0.928 | 0.286 | 0.430 | -0.467 | 0.399 |
| housing | 0.000 | 0.000 | 0.022 | 0.064 | 0.072 | 0.000 | 0.000 | 0.000 | 0.043 | 0.037 | 0.040 | 1.000 | 0.050 | 0.709 | 0.000 | 0.049 | 0.031 | 0.000 | 0.010 | 0.000 | 0.000 |
| job | 0.230 | 0.000 | 0.104 | 0.127 | 0.120 | 0.022 | 0.157 | 0.000 | 0.352 | 0.123 | 0.133 | 0.050 | 1.000 | 0.035 | 0.177 | 0.106 | 0.121 | 0.108 | 0.091 | 0.044 | 0.120 |
| loan | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.709 | 0.035 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| marital | 0.262 | 0.000 | 0.054 | 0.049 | 0.083 | 0.009 | 0.091 | 0.013 | 0.099 | 0.051 | 0.062 | 0.000 | 0.177 | 0.000 | 1.000 | 0.040 | 0.067 | 0.036 | 0.024 | 0.036 | 0.042 |
| month | 0.104 | 0.042 | 0.603 | 0.677 | 0.601 | 0.074 | 0.109 | 0.042 | 0.086 | 0.655 | 0.589 | 0.049 | 0.106 | 0.000 | 0.040 | 1.000 | 0.599 | 0.249 | 0.246 | 0.161 | 0.266 |
| nr.employed | 0.010 | 0.154 | 0.135 | 0.430 | 0.484 | 0.033 | 0.123 | -0.095 | 0.074 | 0.940 | 0.928 | 0.031 | 0.121 | 0.000 | 0.067 | 0.599 | 1.000 | 0.296 | 0.428 | -0.452 | 0.414 |
| pdays | -0.014 | 0.060 | -0.084 | 0.035 | 0.118 | 0.003 | 0.087 | -0.080 | 0.055 | 0.228 | 0.286 | 0.000 | 0.108 | 0.000 | 0.036 | 0.249 | 0.296 | 1.000 | 0.942 | -0.507 | 0.330 |
| poutcome | 0.096 | 0.038 | 0.379 | 0.390 | 0.250 | 0.000 | 0.077 | 0.000 | 0.033 | 0.380 | 0.430 | 0.010 | 0.091 | 0.000 | 0.024 | 0.246 | 0.428 | 0.942 | 1.000 | 0.733 | 0.331 |
| previous | 0.007 | -0.098 | -0.115 | -0.264 | 0.249 | 0.000 | 0.066 | 0.057 | 0.018 | -0.445 | -0.467 | 0.000 | 0.044 | 0.000 | 0.036 | 0.161 | -0.452 | -0.507 | 0.733 | 1.000 | 0.258 |
| y | 0.163 | 0.068 | 0.387 | 0.326 | 0.136 | 0.000 | 0.073 | 0.408 | 0.061 | 0.328 | 0.399 | 0.000 | 0.120 | 0.000 | 0.042 | 0.266 | 0.414 | 0.330 | 0.331 | 0.258 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 30 | blue-collar | married | basic.9y | no | yes | no | cellular | may | fri | 487 | 2 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.313 | 5099.1 | no |
| 1 | 39 | services | single | high.school | no | no | no | telephone | may | fri | 346 | 4 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no |
| 2 | 25 | services | married | high.school | no | yes | no | telephone | jun | wed | 227 | 1 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.962 | 5228.1 | no |
| 3 | 38 | services | married | basic.9y | no | unknown | unknown | telephone | jun | fri | 17 | 3 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.959 | 5228.1 | no |
| 4 | 47 | admin. | married | university.degree | no | yes | no | cellular | nov | mon | 58 | 1 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.191 | 5195.8 | no |
| 5 | 32 | services | single | university.degree | no | no | no | cellular | sep | thu | 128 | 3 | 999 | 2 | failure | -1.1 | 94.199 | -37.5 | 0.884 | 4963.6 | no |
| 6 | 32 | admin. | single | university.degree | no | yes | no | cellular | sep | mon | 290 | 4 | 999 | 0 | nonexistent | -1.1 | 94.199 | -37.5 | 0.879 | 4963.6 | no |
| 7 | 41 | entrepreneur | married | university.degree | unknown | yes | no | cellular | nov | mon | 44 | 2 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.191 | 5195.8 | no |
| 8 | 31 | services | divorced | professional.course | no | no | no | cellular | nov | tue | 68 | 1 | 999 | 1 | failure | -0.1 | 93.200 | -42.0 | 4.153 | 5195.8 | no |
| 9 | 35 | blue-collar | married | basic.9y | unknown | no | no | telephone | may | thu | 170 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4109 | 63 | retired | married | high.school | no | no | no | cellular | oct | wed | 1386 | 1 | 999 | 0 | nonexistent | -3.4 | 92.431 | -26.9 | 0.740 | 5017.5 | no |
| 4110 | 53 | housemaid | divorced | basic.6y | unknown | unknown | unknown | telephone | may | fri | 85 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no |
| 4111 | 30 | technician | married | university.degree | no | no | yes | cellular | jun | fri | 131 | 1 | 999 | 1 | failure | -1.7 | 94.055 | -39.8 | 0.748 | 4991.6 | no |
| 4112 | 31 | technician | single | professional.course | no | yes | no | cellular | nov | thu | 155 | 1 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.076 | 5195.8 | no |
| 4113 | 31 | admin. | single | university.degree | no | yes | no | cellular | nov | thu | 463 | 1 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.076 | 5195.8 | no |
| 4114 | 30 | admin. | married | basic.6y | no | yes | yes | cellular | jul | thu | 53 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.958 | 5228.1 | no |
| 4115 | 39 | admin. | married | high.school | no | yes | no | telephone | jul | fri | 219 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.959 | 5228.1 | no |
| 4116 | 27 | student | single | high.school | no | no | no | cellular | may | mon | 64 | 2 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.354 | 5099.1 | no |
| 4117 | 58 | admin. | married | high.school | no | no | no | cellular | aug | fri | 528 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.966 | 5228.1 | no |
| 4118 | 34 | management | single | high.school | no | yes | no | cellular | nov | wed | 175 | 1 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.120 | 5195.8 | no |